| Trust calibration [AI responses are transparent about uncertainty/limitations.] |
Neutral |
15 |
| Trust calibration [AI responses are transparent about uncertainty/limitations.] |
Agree |
13 |
| Trust calibration [AI responses are transparent about uncertainty/limitations.] |
Disagree |
12 |
| Trust calibration [AI responses are transparent about uncertainty/limitations.] |
Strongly disagree |
3 |
| “Vibe code” outcomes [I would be able to reproduce the analysis later with notes.] |
Agree |
22 |
| “Vibe code” outcomes [I would be able to reproduce the analysis later with notes.] |
Neutral |
8 |
| “Vibe code” outcomes [I would be able to reproduce the analysis later with notes.] |
Disagree |
6 |
| “Vibe code” outcomes [I would be able to reproduce the analysis later with notes.] |
Strongly agree |
5 |
| “Vibe code” outcomes [I would be able to reproduce the analysis later with notes.] |
Strongly disagree |
2 |
| Impact on metagenomics learning [AI improved my understanding of MAG taxonomy.] |
Agree |
16 |
| Impact on metagenomics learning [AI improved my understanding of MAG taxonomy.] |
Neutral |
12 |
| Impact on metagenomics learning [AI improved my understanding of MAG taxonomy.] |
Strongly agree |
8 |
| Impact on metagenomics learning [AI improved my understanding of MAG taxonomy.] |
Disagree |
5 |
| Impact on metagenomics learning [AI improved my understanding of MAG taxonomy.] |
Strongly disagree |
2 |
| Trust calibration [I can usually tell when AI is wrong.] |
Agree |
23 |
| Trust calibration [I can usually tell when AI is wrong.] |
Neutral |
12 |
| Trust calibration [I can usually tell when AI is wrong.] |
Disagree |
5 |
| Trust calibration [I can usually tell when AI is wrong.] |
Strongly agree |
3 |
| Trust calibration [I know how to verify AI-generated code.] |
Agree |
20 |
| Trust calibration [I know how to verify AI-generated code.] |
Neutral |
10 |
| Trust calibration [I know how to verify AI-generated code.] |
Strongly agree |
7 |
| Trust calibration [I know how to verify AI-generated code.] |
Disagree |
5 |
| Trust calibration [I know how to verify AI-generated code.] |
Strongly disagree |
1 |
| Ethical alignment [AI use encouraged learning, not shortcuts.] |
Agree |
16 |
| Ethical alignment [AI use encouraged learning, not shortcuts.] |
Strongly agree |
10 |
| Ethical alignment [AI use encouraged learning, not shortcuts.] |
Neutral |
9 |
| Ethical alignment [AI use encouraged learning, not shortcuts.] |
Disagree |
8 |
| Impact on metagenomics learning [AI improved my overall conceptual grasp of metagenomics.] |
Agree |
17 |
| Impact on metagenomics learning [AI improved my overall conceptual grasp of metagenomics.] |
Strongly agree |
11 |
| Impact on metagenomics learning [AI improved my overall conceptual grasp of metagenomics.] |
Neutral |
9 |
| Impact on metagenomics learning [AI improved my overall conceptual grasp of metagenomics.] |
Strongly disagree |
4 |
| Impact on metagenomics learning [AI improved my overall conceptual grasp of metagenomics.] |
Disagree |
2 |
| “Vibe code” outcomes [I could critically evaluate the appropriateness of those methods.] |
Neutral |
20 |
| “Vibe code” outcomes [I could critically evaluate the appropriateness of those methods.] |
Agree |
11 |
| “Vibe code” outcomes [I could critically evaluate the appropriateness of those methods.] |
Strongly agree |
10 |
| “Vibe code” outcomes [I could critically evaluate the appropriateness of those methods.] |
Disagree |
2 |
| Impact on metagenomics learning [AI helped connect genome properties with soil chemistry.] |
Agree |
18 |
| Impact on metagenomics learning [AI helped connect genome properties with soil chemistry.] |
Strongly agree |
11 |
| Impact on metagenomics learning [AI helped connect genome properties with soil chemistry.] |
Neutral |
10 |
| Impact on metagenomics learning [AI helped connect genome properties with soil chemistry.] |
Strongly disagree |
2 |
| Impact on metagenomics learning [AI helped connect genome properties with soil chemistry.] |
Disagree |
2 |
| Ethical alignment [Using AI in this course felt appropriate and ethical.] |
Agree |
22 |
| Ethical alignment [Using AI in this course felt appropriate and ethical.] |
Neutral |
10 |
| Ethical alignment [Using AI in this course felt appropriate and ethical.] |
Strongly agree |
9 |
| Ethical alignment [Using AI in this course felt appropriate and ethical.] |
Strongly disagree |
1 |
| Ethical alignment [Using AI in this course felt appropriate and ethical.] |
Disagree |
1 |
| Inquiry & exploration [AI helped me identify novel questions using NEON geographic variation.] |
Agree |
24 |
| Inquiry & exploration [AI helped me identify novel questions using NEON geographic variation.] |
Strongly agree |
9 |
| Inquiry & exploration [AI helped me identify novel questions using NEON geographic variation.] |
Neutral |
6 |
| Inquiry & exploration [AI helped me identify novel questions using NEON geographic variation.] |
Disagree |
4 |
| Inquiry & exploration [AI helped me connect MAGs to environmental gradients.] |
Agree |
24 |
| Inquiry & exploration [AI helped me connect MAGs to environmental gradients.] |
Strongly agree |
11 |
| Inquiry & exploration [AI helped me connect MAGs to environmental gradients.] |
Neutral |
4 |
| Inquiry & exploration [AI helped me connect MAGs to environmental gradients.] |
Disagree |
3 |
| Inquiry & exploration [AI helped me connect MAGs to environmental gradients.] |
Strongly disagree |
1 |
| “Vibe code” outcomes [I understood at least the core idea of the advanced methods.] |
Agree |
16 |
| “Vibe code” outcomes [I understood at least the core idea of the advanced methods.] |
Strongly agree |
15 |
| “Vibe code” outcomes [I understood at least the core idea of the advanced methods.] |
Neutral |
8 |
| “Vibe code” outcomes [I understood at least the core idea of the advanced methods.] |
Disagree |
3 |
| “Vibe code” outcomes [I understood at least the core idea of the advanced methods.] |
Strongly disagree |
1 |
| Code quality outcomes using AI [My code became more efficient (faster/simpler).] |
Agree |
22 |
| Code quality outcomes using AI [My code became more efficient (faster/simpler).] |
Strongly agree |
12 |
| Code quality outcomes using AI [My code became more efficient (faster/simpler).] |
Neutral |
5 |
| Code quality outcomes using AI [My code became more efficient (faster/simpler).] |
Disagree |
4 |
| Ethical alignment [I understand when/how to credit AI assistance.] |
Agree |
25 |
| Ethical alignment [I understand when/how to credit AI assistance.] |
Strongly agree |
11 |
| Ethical alignment [I understand when/how to credit AI assistance.] |
Disagree |
3 |
| Ethical alignment [I understand when/how to credit AI assistance.] |
Neutral |
3 |
| Ethical alignment [I understand when/how to credit AI assistance.] |
Strongly disagree |
1 |
| “Vibe code” outcomes [AI-generated advanced code was runnable in our environment.] |
Agree |
18 |
| “Vibe code” outcomes [AI-generated advanced code was runnable in our environment.] |
Strongly agree |
14 |
| “Vibe code” outcomes [AI-generated advanced code was runnable in our environment.] |
Neutral |
10 |
| “Vibe code” outcomes [AI-generated advanced code was runnable in our environment.] |
Disagree |
1 |
| Ethical alignment [Clear guidelines were provided for AI use.] |
Strongly agree |
17 |
| Ethical alignment [Clear guidelines were provided for AI use.] |
Agree |
16 |
| Ethical alignment [Clear guidelines were provided for AI use.] |
Neutral |
8 |
| Ethical alignment [Clear guidelines were provided for AI use.] |
Strongly disagree |
1 |
| Ethical alignment [Clear guidelines were provided for AI use.] |
Disagree |
1 |
| Impact on learning [AI increased my confidence in writing R code.] |
Strongly agree |
20 |
| Impact on learning [AI increased my confidence in writing R code.] |
Agree |
12 |
| Impact on learning [AI increased my confidence in writing R code.] |
Neutral |
6 |
| Impact on learning [AI increased my confidence in writing R code.] |
Disagree |
5 |
| Impact on metagenomics learning [AI improved my ability to form testable questions using NEON data.] |
Agree |
16 |
| Impact on metagenomics learning [AI improved my ability to form testable questions using NEON data.] |
Strongly agree |
16 |
| Impact on metagenomics learning [AI improved my ability to form testable questions using NEON data.] |
Neutral |
10 |
| Impact on metagenomics learning [AI improved my ability to form testable questions using NEON data.] |
Disagree |
1 |
| Trust calibration [AI sometimes overstates confidence in its answers.] |
Agree |
22 |
| Trust calibration [AI sometimes overstates confidence in its answers.] |
Strongly agree |
13 |
| Trust calibration [AI sometimes overstates confidence in its answers.] |
Neutral |
7 |
| Trust calibration [AI sometimes overstates confidence in its answers.] |
Disagree |
1 |
| Impact on metagenomics learning [AI helped me interpret R outputs for metagenomics.] |
Strongly agree |
19 |
| Impact on metagenomics learning [AI helped me interpret R outputs for metagenomics.] |
Agree |
15 |
| Impact on metagenomics learning [AI helped me interpret R outputs for metagenomics.] |
Neutral |
5 |
| Impact on metagenomics learning [AI helped me interpret R outputs for metagenomics.] |
Disagree |
3 |
| Impact on metagenomics learning [AI helped me interpret R outputs for metagenomics.] |
Strongly disagree |
1 |
| Code quality outcomes using AI [My code became more readable (better comments, structure).] |
Agree |
20 |
| Code quality outcomes using AI [My code became more readable (better comments, structure).] |
Strongly agree |
15 |
| Code quality outcomes using AI [My code became more readable (better comments, structure).] |
Neutral |
7 |
| Code quality outcomes using AI [My code became more readable (better comments, structure).] |
Disagree |
1 |
| Code quality outcomes using AI [I relied on AI but still validated results.] |
Agree |
20 |